DocumentCode
2238970
Title
Projection-Based Utility Mining with an Efficient Indexing Mechanism
Author
Lan, Guo-Cheng ; Hong, Tzung-Pei ; Tseng, Vincent S.
Author_Institution
Dept. of Comput. Sci. & Inf. Eng., Nat. Cheng Kung Univ., Tainan, Taiwan
fYear
2010
fDate
18-20 Nov. 2010
Firstpage
137
Lastpage
141
Abstract
In this paper, we propose an efficient mining approach which adopts an indexing mechanism to speed up the execution efficiency and reduce the memory requirement in the utility mining process. Besides, a pruning strategy is designed to reduce the number of unpromising itemsets for mining. The experimental results also show the performance of the proposed approach is better than that of traditional two-phase utility mining algorithm under different parameters.
Keywords
data mining; indexing; indexing mechanism; projection-based utility mining process; pruning strategy; two-phase utility mining algorithm; Data mining; high transaction-weighted utilization itemsets; high utility itemsets; utility mining;
fLanguage
English
Publisher
ieee
Conference_Titel
Technologies and Applications of Artificial Intelligence (TAAI), 2010 International Conference on
Conference_Location
Hsinchu City
Print_ISBN
978-1-4244-8668-7
Electronic_ISBN
978-0-7695-4253-9
Type
conf
DOI
10.1109/TAAI.2010.32
Filename
5695444
Link To Document